{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# OT for domain adaptation on empirical distributions\n",
    "\n",
    "\n",
    "This example introduces a domain adaptation in a 2D setting. It explicits\n",
    "the problem of domain adaptation and introduces some optimal transport\n",
    "approaches to solve it.\n",
    "\n",
    "Quantities such as optimal couplings, greater coupling coefficients and\n",
    "transported samples are represented in order to give a visual understanding\n",
    "of what the transport methods are doing.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Authors: Remi Flamary <remi.flamary@unice.fr>\n",
    "#          Stanislas Chambon <stan.chambon@gmail.com>\n",
    "#\n",
    "# License: MIT License\n",
    "\n",
    "import matplotlib.pylab as pl\n",
    "import ot\n",
    "import ot.plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "generate data\n",
    "-------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n_samples_source = 150\n",
    "n_samples_target = 150\n",
    "\n",
    "Xs, ys = ot.datasets.make_data_classif('3gauss', n_samples_source)\n",
    "Xt, yt = ot.datasets.make_data_classif('3gauss2', n_samples_target)\n",
    "\n",
    "# Cost matrix\n",
    "M = ot.dist(Xs, Xt, metric='sqeuclidean')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instantiate the different transport algorithms and fit them\n",
    "-----------------------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# EMD Transport\n",
    "ot_emd = ot.da.EMDTransport()\n",
    "ot_emd.fit(Xs=Xs, Xt=Xt)\n",
    "\n",
    "# Sinkhorn Transport\n",
    "ot_sinkhorn = ot.da.SinkhornTransport(reg_e=1e-1)\n",
    "ot_sinkhorn.fit(Xs=Xs, Xt=Xt)\n",
    "\n",
    "# Sinkhorn Transport with Group lasso regularization\n",
    "ot_lpl1 = ot.da.SinkhornLpl1Transport(reg_e=1e-1, reg_cl=1e0)\n",
    "ot_lpl1.fit(Xs=Xs, ys=ys, Xt=Xt)\n",
    "\n",
    "# transport source samples onto target samples\n",
    "transp_Xs_emd = ot_emd.transform(Xs=Xs)\n",
    "transp_Xs_sinkhorn = ot_sinkhorn.transform(Xs=Xs)\n",
    "transp_Xs_lpl1 = ot_lpl1.transform(Xs=Xs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig 1 : plots source and target samples + matrix of pairwise distance\n",
    "---------------------------------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(1, figsize=(10, 10))\n",
    "pl.subplot(2, 2, 1)\n",
    "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.legend(loc=0)\n",
    "pl.title('Source  samples')\n",
    "\n",
    "pl.subplot(2, 2, 2)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.legend(loc=0)\n",
    "pl.title('Target samples')\n",
    "\n",
    "pl.subplot(2, 2, 3)\n",
    "pl.imshow(M, interpolation='nearest')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Matrix of pairwise distances')\n",
    "pl.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig 2 : plots optimal couplings for the different methods\n",
    "---------------------------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(2, figsize=(10, 6))\n",
    "\n",
    "pl.subplot(2, 3, 1)\n",
    "pl.imshow(ot_emd.coupling_, interpolation='nearest')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nEMDTransport')\n",
    "\n",
    "pl.subplot(2, 3, 2)\n",
    "pl.imshow(ot_sinkhorn.coupling_, interpolation='nearest')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nSinkhornTransport')\n",
    "\n",
    "pl.subplot(2, 3, 3)\n",
    "pl.imshow(ot_lpl1.coupling_, interpolation='nearest')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Optimal coupling\\nSinkhornLpl1Transport')\n",
    "\n",
    "pl.subplot(2, 3, 4)\n",
    "ot.plot.plot2D_samples_mat(Xs, Xt, ot_emd.coupling_, c=[.5, .5, 1])\n",
    "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Main coupling coefficients\\nEMDTransport')\n",
    "\n",
    "pl.subplot(2, 3, 5)\n",
    "ot.plot.plot2D_samples_mat(Xs, Xt, ot_sinkhorn.coupling_, c=[.5, .5, 1])\n",
    "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Main coupling coefficients\\nSinkhornTransport')\n",
    "\n",
    "pl.subplot(2, 3, 6)\n",
    "ot.plot.plot2D_samples_mat(Xs, Xt, ot_lpl1.coupling_, c=[.5, .5, 1])\n",
    "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "pl.title('Main coupling coefficients\\nSinkhornLpl1Transport')\n",
    "pl.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig 3 : plot transported samples\n",
    "--------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display transported samples\n",
    "pl.figure(4, figsize=(10, 4))\n",
    "pl.subplot(1, 3, 1)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.5)\n",
    "pl.scatter(transp_Xs_emd[:, 0], transp_Xs_emd[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.title('Transported samples\\nEmdTransport')\n",
    "pl.legend(loc=0)\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "\n",
    "pl.subplot(1, 3, 2)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.5)\n",
    "pl.scatter(transp_Xs_sinkhorn[:, 0], transp_Xs_sinkhorn[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.title('Transported samples\\nSinkhornTransport')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "\n",
    "pl.subplot(1, 3, 3)\n",
    "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
    "           label='Target samples', alpha=0.5)\n",
    "pl.scatter(transp_Xs_lpl1[:, 0], transp_Xs_lpl1[:, 1], c=ys,\n",
    "           marker='+', label='Transp samples', s=30)\n",
    "pl.title('Transported samples\\nSinkhornLpl1Transport')\n",
    "pl.xticks([])\n",
    "pl.yticks([])\n",
    "\n",
    "pl.tight_layout()\n",
    "pl.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
